{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Controlling the page layout\n",
    "\n",
    "✨**experimental**✨\n",
    "\n",
    "There are a few ways to control the layout of a page with Jupyter Book. Many of these\n",
    "ideas take inspiration from the [Edward Tufte layout CSS guide](https://edwardtufte.github.io/tufte-css/).\n",
    "\n",
    "## Our plot\n",
    "\n",
    "Let's begin with a sample plot. Here's the code we'll use:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "tags": [
     "remove_cell"
    ]
   },
   "outputs": [],
   "source": [
    "from matplotlib import rcParams, cycler\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "plt.ion()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fixing random state for reproducibility\n",
    "np.random.seed(19680801)\n",
    "\n",
    "N = 10\n",
    "data = [np.logspace(0, 1, 100) + .2 * np.random.randn(100) + ii for ii in range(N)]\n",
    "data = np.array(data).T\n",
    "cmap = plt.cm.coolwarm\n",
    "rcParams['axes.prop_cycle'] = cycler(color=cmap(np.linspace(0, 1, N)))\n",
    "\n",
    "\n",
    "from matplotlib.lines import Line2D\n",
    "custom_lines = [Line2D([0], [0], color=cmap(0.), lw=4),\n",
    "                Line2D([0], [0], color=cmap(.5), lw=4),\n",
    "                Line2D([0], [0], color=cmap(1.), lw=4)]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10, 5))\n",
    "lines = ax.plot(data)\n",
    "ax.legend(custom_lines, ['Cold', 'Medium', 'Hot']);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Using popouts to the right sidebar\n",
    "\n",
    "Sometimes you want to quickly point out an extra piece of information, but\n",
    "you don't want to break your narrative flow. Use a popout for this!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "popout"
    ]
   },
   "source": [
    "**For example**, here's some popout content! It was created by adding the\n",
    "`popout` tag to a cell in the notebook. Jupyter Book automatically converts these\n",
    "cells into helpful side content."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Add a popout cell by adding `popout` to your cell's tags. Here's what the\n",
    "cell metadata for a popout cell looks like:\n",
    "\n",
    "```json\n",
    "{\n",
    "    \"tags\": [\n",
    "        \"popout\",\n",
    "    ]\n",
    "}\n",
    "```\n",
    "\n",
    "**Popouts behave differently depending on the screen size**. If the screen is narrow\n",
    "enough, the popout will exist in-line with your content. Make the screen\n",
    "wider and it'll pop out to the right.\n",
    "\n",
    "Look to the right and play around with your window width to see how this looks!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**You can include images in popouts!** For example, let's see what the plot above looks like in a popout window."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": [
     "popout",
     "remove_input"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fixing random state for reproducibility\n",
    "np.random.seed(19680801)\n",
    "\n",
    "N = 10\n",
    "data = [np.logspace(0, 1, 100) + .1*np.random.randn(100) + ii for ii in range(N)]\n",
    "data = np.array(data).T\n",
    "cmap = plt.cm.coolwarm\n",
    "rcParams['axes.prop_cycle'] = cycler(color=cmap(np.linspace(0, 1, N)))\n",
    "\n",
    "\n",
    "from matplotlib.lines import Line2D\n",
    "custom_lines = [Line2D([0], [0], color=cmap(0.), lw=4),\n",
    "                Line2D([0], [0], color=cmap(.5), lw=4),\n",
    "                Line2D([0], [0], color=cmap(1.), lw=4)]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10, 5))\n",
    "lines = ax.plot(data)\n",
    "ax.legend(custom_lines, ['Cold', 'Medium', 'Hot'])\n",
    "ax.set(title=\"Smoother linez\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "popout"
    ]
   },
   "source": [
    "**My popout explanation**. Since we've put a markdown cell underneath the code above,\n",
    "we can turn this into a popout as well, and use it as a quick caption to explain\n",
    "the content above (we have hidden the code for the above plot with a `remove_input`\n",
    "tag). However, in the case of this figure, there's not a whole lot to explain :-)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Quotations\n",
    "\n",
    "There are two types of quotations in Jupyter Book: **blockquotes**\n",
    "and **epigraphs**.\n",
    "\n",
    "**Blockquotes** are useful for calling out some information provided\n",
    "by another source. They don't break much with the content of the\n",
    "page.\n",
    "\n",
    "> Here's an example of a blockquote. It is triggered by using the\n",
    "> \"caret\" (`>`) symbol at the beginning of each line that you'd\n",
    "> like to add a blockquote for. If you finish the quote with a\n",
    "> `-` symbol, it will be treated as an \"attribution\" line and\n",
    "> will be right-aligned.\n",
    ">\n",
    "> - Jo the Jovyan"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "epigraph"
    ]
   },
   "source": [
    "**Epigraphs** are useful for introducing a particular page or idea.\n",
    "They're inspired by [Edward Tufte's epigraph CSS](https://edwardtufte.github.io/tufte-css/#epigraphs).\n",
    "Epigraphs have a bit more emphasis and also differ in style a bit more from\n",
    "your page's content in order to draw attention to them.\n",
    "\n",
    "> Here's an example of an epigraph quote. Note that in this case,\n",
    "> the quote itself is a bit larger and italicized. You probably\n",
    "> shouldn't make this *too* long so that they don't stand out\n",
    "> too much.\n",
    ">\n",
    "> - Jo the Jovyan"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To indicate that you'd like an *epigraph* instead of a *blockquote*, add\n",
    "the following tag your cell's tag list:\n",
    "    \n",
    "```json\n",
    "{\n",
    "    \"tags\": [\n",
    "        \"epigraph\",\n",
    "    ]\n",
    "}\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Scrolling cell outputs\n",
    "\n",
    "The traditional Jupyter Notebook interface allows you to toggle **output scrolling**\n",
    "for your cells. This allows you to visualize part of a long output without it taking up\n",
    "the entire page.\n",
    "\n",
    "You can trigger this behavior in Jupyter Book by adding the following\n",
    "tag to a cell's metadata:\n",
    "\n",
    "\n",
    "```json\n",
    "{\n",
    "    \"tags\": [\n",
    "        \"output_scroll\",\n",
    "    ]\n",
    "}\n",
    "```\n",
    "\n",
    "For example, the following cell has a long output, but will be scrollable in the book."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": [
     "output_scroll"
    ]
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "this is output line 0\n",
      "this is output line 1\n",
      "this is output line 2\n",
      "this is output line 3\n",
      "this is output line 4\n",
      "this is output line 5\n",
      "this is output line 6\n",
      "this is output line 7\n",
      "this is output line 8\n",
      "this is output line 9\n",
      "this is output line 10\n",
      "this is output line 11\n",
      "this is output line 12\n",
      "this is output line 13\n",
      "this is output line 14\n",
      "this is output line 15\n",
      "this is output line 16\n",
      "this is output line 17\n",
      "this is output line 18\n",
      "this is output line 19\n",
      "this is output line 20\n",
      "this is output line 21\n",
      "this is output line 22\n",
      "this is output line 23\n",
      "this is output line 24\n",
      "this is output line 25\n",
      "this is output line 26\n",
      "this is output line 27\n",
      "this is output line 28\n",
      "this is output line 29\n",
      "this is output line 30\n",
      "this is output line 31\n",
      "this is output line 32\n",
      "this is output line 33\n",
      "this is output line 34\n",
      "this is output line 35\n",
      "this is output line 36\n",
      "this is output line 37\n",
      "this is output line 38\n",
      "this is output line 39\n"
     ]
    }
   ],
   "source": [
    "for ii in range(40):\n",
    "    print(f\"this is output line {ii}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Wide-format cells\n",
    "\n",
    "Sometimes, you'd like to use **all** of the horizontal space available to you. This allows\n",
    "you to highlight particular ideas, visualizations, etc.\n",
    "\n",
    "In Jupyter Book, you can specify that the outputs of a cell (if it's a code cell) or the entire\n",
    "cell (if it's a markdown cell) should take up all of\n",
    "the horizonal space (including the sidebar where popouts normally live) using the\n",
    "following cell metadata tag:\n",
    "\n",
    "```json\n",
    "{\n",
    "    \"tags\": [\n",
    "        \"full_width\",\n",
    "    ]\n",
    "}\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For example, let's take a look at the figure at full-width. We'll tell Matplotlib\n",
    "to make it a bit wider so we can take advantage of the extra space!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": [
     "hide_input",
     "full_width"
    ]
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Fixing random state for reproducibility\n",
    "np.random.seed(19680801)\n",
    "\n",
    "N = 10\n",
    "data = [np.logspace(0, 1, 100) + .1*np.random.randn(100) + ii for ii in range(N)]\n",
    "data = np.array(data).T\n",
    "cmap = plt.cm.coolwarm\n",
    "rcParams['axes.prop_cycle'] = cycler(color=cmap(np.linspace(0, 1, N)))\n",
    "\n",
    "\n",
    "from matplotlib.lines import Line2D\n",
    "custom_lines = [Line2D([0], [0], color=cmap(0.), lw=4),\n",
    "                Line2D([0], [0], color=cmap(.5), lw=4),\n",
    "                Line2D([0], [0], color=cmap(1.), lw=4)]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(20, 5))\n",
    "lines = ax.plot(data)\n",
    "ax.legend(custom_lines, ['Cold', 'Medium', 'Hot'])\n",
    "ax.set(title=\"Smoother linez\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Be careful about mixing popouts and full-width content**. Sometimes these can conflict\n",
    "with one another in visual space. You should use them relatively sparingly in order\n",
    "for them to have their full effect of highlighting information."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  },
  "widgets": {
   "application/vnd.jupyter.widget-state+json": {
    "state": {},
    "version_major": 2,
    "version_minor": 0
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
